1 code implementation • 28 Jun 2022 • Andrea Grisafi, Alan M. Lewis, Mariana Rossi, Michele Ceriotti
The electron density of a molecule or material has recently received major attention as a target quantity of machine-learning models.
no code implementations • 12 Jan 2021 • Felix Musil, Andrea Grisafi, Albert P. Bartók, Christoph Ortner, Gábor Csányi, Michele Ceriotti
The first step in the construction of a regression model or a data-driven analysis, aiming to predict or elucidate the relationship between the atomic scale structure of matter and its properties, involves transforming the Cartesian coordinates of the atoms into a suitable representation.
Chemical Physics
no code implementations • 27 Aug 2020 • Andrea Grisafi, Jigyasa Nigam, Michele Ceriotti
Electronic nearsightedness is one of the fundamental principles governing the behavior of condensed matter and supporting its description in terms of local entities such as chemical bonds.